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How Many Trades Until You Know? Confidence Intervals From 2.6M Real Candles

July 26, 2026 · 4 min read · Monte Carlo on 2.6M real BTC/USD M1 candles

You backtested 50 trades. Your win rate is 62%. You think you have an edge. You go live and lose for two weeks straight. What happened? You traded noise, not edge. We ran Monte Carlo simulations on 2.6 million real BTC/USD M1 candles from FXAbsolute to show exactly how many trades you need before your results mean something.

Confidence Intervals — How Much Can You Actually Trust?

TradesWin Rate ±Can You Trust It?Example: Shown 55% WR
30±18%Pure noise — meaninglessTrue WR: 37% – 73%
50±14%Still noiseTrue WR: 41% – 69%
100±10%Directional at bestTrue WR: 45% – 65%
200±7%Minimum for decisionsTrue WR: 48% – 62%
500±4%TrustworthyTrue WR: 51% – 59%
1000+±3%High confidenceTrue WR: 52% – 58%

At 50 trades — the most common "I backtested it" sample size — your true win rate could be anywhere from 41% to 69%. A 55% win rate at 50 trades does not mean your strategy has a 55% edge. It means your true edge is somewhere between 41% and 69%. That range contains both unprofitable and excellent — you cannot distinguish which one. See the full statistical breakdown here.

200+ Trades on Real BTC Data — Free

FXAbsolute auto-tracks your trade count, win rate, and profit factor as you backtest. Know exactly when you cross the statistical validity threshold.

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2.6M candles · Auto-tracked stats · Free forever

The Monte Carlo Reality

We simulated 10,000 random trading sequences from the BTC data using a strategy with a true 55% win rate. In 100 of those sequences — 1% of the time — the first 50 trades showed a win rate below 40%. A genuinely profitable strategy would have been abandoned by a trader who stopped at 50 trades. The strategy was good. The sample size was too small.

The Minimum Viable Backtest

200 trades. Not 30. Not 50. Not "looks good enough." Two hundred trades on a single pair with a single timeframe with a single strategy. That is the floor. Every trader we have interviewed who passed prop firm challenges backtested 200+ trades first. FXAbsolute makes this trivially easy — bar-by-bar replay, automatic trade logging, real-time win rate and PF updates. You will know exactly when you cross 200.

Do Not Trust Your Numbers Below 200 Trades

Backtest 200+ trades on FXAbsolute. The stats track automatically. You will know when your numbers are real.

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15 pairs · Auto-stats · Trade journal · Free forever

Continue Reading — More Data Studies

15 Assets TestedBest Hours RankedStop Loss DataBest Days RankedTimeframe ShootoutBTC-SPX Correlation